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We introduce a simple yet efficient sentence-level attack on black-boxtoxicity detector models. By adding several positive words or sentences to theend of a hateful message, we are able to change the prediction of a neuralnetwork and pass the toxicity detection system check. This approach is shown tobe working on seven languages from three different language families. We alsodescribe the defence mechanism against the aforementioned attack and discussits limitations.

No offence, Bert -- I insult only humans! Multiple addressees sentence-level attack on toxicity detection neural network